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Homborg, A.M. (author), Mol, J.M.C. (author), Tinga, Tiedo (author)This paper for the first time treats the interpretation of electrochemical noise time-frequency spectra as an image classification problem. It investigates the application of a convolutional neural network (CNN) for deep learning image classification of electrochemical noise time-frequency transient information. Representative slices of these...journal article 2024
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Imani, Amin (author), Rahimi, E. (author), Lekka, Maria (author), Andreatta, Francesco (author), Magnan, Michele (author), Gonzalez Garcia, Y. (author), Mol, J.M.C. (author), Raman, R. K. Singh (author), Fedrizzi, Lorenzo (author), Asselin, Edouard (author)Mg and its alloys are promising biodegradable materials for orthopedic implants and cardiovascular stents. The first interactions of protein molecules with Mg alloy surfaces have a substantial impact on their biocompatibility and biodegradation. We investigate the early-stage electrochemical, chemical, morphological, and electrical surface...journal article 2024
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Li, Z. (author), Visser, Peter (author), Hughes, Anthony E. (author), Homborg, A.M. (author), Gonzalez Garcia, Y. (author), Mol, J.M.C. (author)The quest for novel alternatives to hexavalent-chromium-based corrosion inhibitors is of utmost significance and urgency. Strict international health and safety regulations, due to growing concerns regarding the impact of hexavalent chromium on human health and the environment, have pushed the commercial introduction of many alternative...journal article 2024
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Liu, Tong (author), Chen, Zhuoyao (author), Yang, Jingzhi (author), Ma, Lingwei (author), Mol, J.M.C. (author), Zhang, Dawei (author)Machine learning is a powerful means for the rapid development of high-performance functional materials. In this study, we presented a machine learning workflow for predicting the corrosion resistance of a self-healing epoxy coating containing ZIF-8@Ca microfillers. The orthogonal Latin square method was used to investigate the effects of the...journal article 2024
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Mopon, M. (author), Mol, J.M.C. (author), Garcia, Santiago J. (author)Understanding how late an inhibitor can be released once corrosion initiated without compromising corrosion protection may help in developing more efficient anticorrosion coatings. We explored this idea through time-controlled Ce(NO<sub>3</sub>)<sub>3</sub> availability to AA2024-T3 immersed in 0.05 M NaCl. Ce(NO<sub>3</sub>)<sub>3</sub> was...journal article 2024
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Cornet, A.J. (author), Homborg, A.M. (author), Ravi Anusuyadevi, P. (author), 't Hoen-Velterop, L. (author), Mol, J.M.C. (author)Despite extensive research, eliminating hexavalent chromium-based inhibitors from aerospace coatings remains challenging due to a lack of understanding of coating degradation during aircraft service. This study addresses the issue by investigating the protective mechanisms and aging processes of chromate-containing coatings on aircraft...journal article 2024
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Gao, Yu (author), Zhang, Jingru (author), Wang, Donglei (author), Fan, Jiaxin (author), Mol, J.M.C. (author), Wang, Fuhui (author), Zhang, Danni (author), Xu, Dake (author)Microbially influenced corrosion (MIC) of metals exerts a negative effect on the marine environment and causes a great loss of marine facilities. Corrosion prevention in an eco-friendly and sustainable way is a difficult problem to address, especially in the marine environment. In this work, Nocardiopsis dassonville, a corrosive bacteria...journal article 2024
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van Wiechen, P.P.J. (author), Rutten, J. (author), de Vries, S. (author), Tissier, M.F.S. (author), Mieras, Ryan (author), Anarde, Katherine (author), Baker, Christine (author), Reniers, A.J.H.M. (author), Mol, Jan-Willem (author)Nearshore hydro- and morphodynamic data were collected during a field experiment under calm conditions, moderate conditions, and storm conditions with dune erosion in the collision regime. The experiment was conducted on the Sand Engine near Kijkduin, the Netherlands, from October 18, 2021, to January 7, 2022. Two artificial unvegetated dunes...journal article 2024
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Özkan, C. (author), Sahlmann, Lisa (author), Feiler, Christian (author), Zheludkevich, Mikhail (author), Lamaka, Sviatlana (author), Sewlikar, Parth (author), Kooijman, A.M. (author), Taheri, P. (author), Mol, J.M.C. (author)Creating durable, eco-friendly coatings for long-term corrosion protection requires innovative strategies to streamline design and development processes, conserve resources, and decrease maintenance costs. In this pursuit, machine learning emerges as a promising catalyst, despite the challenges presented by the scarcity of high-quality...journal article 2024
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Li, Z. (author), Homborg, A.M. (author), Visser, Peter (author), Gonzalez Garcia, Y. (author), Mol, J.M.C. (author)In this work, the corrosion mechanism of AA2024-T3 covered by a lithium-based conversion layer is studied with high spatial and temporal resolution. Although the aluminium alloy surface is protected by a multi-layered conversion layer, areas around intermetallic phases (IMPs) represent weak spots due to an insufficient generation of a...journal article 2024
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van Dam, J.P.B. (author), Tiringer, U. (author), Abrahami, S.T. (author), Milošev, I. (author), Terryn, H.A. (author), Kovač, J. (author), Mol, J.M.C. (author)The sol–gel process is a chemical surface preparation method based on hydrolysis and polycondensation reactions for enhanced adhesion for metallic substrates in adhesive bonding and coating applications. This paper describes an investigation into the effect of the microstructural complexity of two commonly used aerospace aluminium alloys (AAs...journal article 2024
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Cornet, A.J. (author), Homborg, A.M. (author), 't Hoen-Velterop, Ludmila (author), Mol, J.M.C. (author)The substitution of chromate-containing structural coating systems in aviation with alternatives complying with nowadays strict environmental, health and safety regulations remains a formidable challenge. This complexity is partly due to the absence of a standardized from-test-to-market methodology, including a performance comparison between...journal article 2024
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Rutten, J. (author), Tissier, M.F.S. (author), van Wiechen, P.P.J. (author), Zhang, Xinyi (author), de Vries, S. (author), Reniers, A.J.H.M. (author), Mol, Jan-Willem (author)High-resolution wave measurements at intermediate water depth are required to improve coastal impact modeling. Specifically, such data sets are desired to calibrate and validate models, and broaden the insight on the boundary conditions that force models. Here, we present a wave data set collected in the North Sea at three stations in...journal article 2024
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Michailidou, E. (author), Visser, P. (author), Mol, J.M.C. (author), Kosari, A. (author), Terryn, H.A. (author), Baert, K. (author), Gonzalez Garcia, Y. (author)The corrosion inhibiting effect of lithium carbonate has been studied over the pH range relevant for atmospheric corrosion conditions at the polymer/metal interface. It is demonstrated that lithium carbonate offers optimum corrosion protection under moderately alkaline conditions attributed to the formation of a protective layer identified as...journal article 2023
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Wang, Jinke (author), Tan, Weimin (author), Yang, Hao (author), Rao, Xingxing (author), Luo, Xinliang (author), Ma, Lingwei (author), Ren, Chenhao (author), Mol, J.M.C. (author), Zhang, Dawei (author)In this work, an active protective epoxy coating with weathering resistant, corrosion-warning, and self-healing properties was developed by incorporating tannic acid (TA) loaded mesoporous silica (MSN-TA) nanocontainers. The introduction of MSN-TA nanocontainers could alleviate the coating degradation via scavenging the radicals generated...journal article 2023
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del Olmo, R. (author), López, E. (author), Matykina, E. (author), Tiringer, U. (author), Mol, J.M.C. (author), Mohedano, M. (author), Arrabal, R. (author)Plasma electrolytic oxidation (PEO) has been targeted as an eco-friendly alternative technology to conventional chromic acid anodizing (CAA) for corrosion protection of aluminium alloys in the aircraft industry. However, conventional PEO technology implies high energy consumption. Flash-PEO coatings (≤10 μm) produced in short treatment times ...journal article 2023
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Yan, J. (author), Stickel, L.S. (author), van den Hengel, L. (author), Wang, H. (author), Ravi Anusuyadevi, P. (author), Kooijman, A.M. (author), Liu, X. (author), Ibrahim, B. (author), Mol, J.M.C. (author), Taheri, P. (author), Mazzarella, L. (author), Isabella, O. (author), Savenije, T.J. (author)The preferential orientation of the perovskite (PVK) is typically accomplished by manipulation of the mixed cation/halide composition of the solution used for wet processing. However, for PVKs grown by thermal evaporation, this has been rarely addressed. It is unclear how variation in crystal orientation affects the optoelectronic properties of...journal article 2023
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Liu, M. (author), Zhu, Jia-Ning (author), Popovich, V. (author), Borisov, E. (author), Mol, J.M.C. (author), Gonzalez Garcia, Y. (author)Electrochemical tests and surface analysis were applied to study the corrosion behavior and passive film characteristics of three-dimensional-printed NiTi shape memory alloys fabricated by laser-powder bed fusion (L-PBF) in artificial saliva at 37 °C. The passivity of L-PBF NiTi shows to be influenced by the process parameters and resulting...journal article 2023
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Aghaeian, S. (author), Norouzi, F. (author), Sloof, W.G. (author), Mol, J.M.C. (author), Bottger, A.J. (author)The parabolic growth rate constant (k<sub>p</sub>) of high-temperature oxidation of steels is predicted via a data analytics approach. Four machine learning models including Artificial Neural Networks, Random Forest, k-Nearest Neighbors, and Support Vector Regression are trained to establish the relations between the input features ...journal article 2023
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Meeusen, M. (author), van Dam, J.P.B. (author), Madelat, N. (author), Jalilian, E. (author), Wouters, B. (author), Hauffman, T. (author), Van Assche, G. (author), Mol, J.M.C. (author), Hubin, A. (author), Terryn, H.A. (author)In this work, a new finite element modelling (FEM) approach is followed to model spatiotemporally resolved water uptake in organic coatings. To this aim, we start from a physical model, where not only Fickian diffusion of water is taken into account but also the adsorption/desorption reaction of water on the polymer matrix. Starting from a...journal article 2023